Dataset statistics
| Number of variables | 15 |
|---|---|
| Number of observations | 1161 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 394.2 KiB |
| Average record size in memory | 347.7 B |
Variable types
| DateTime | 1 |
|---|---|
| Categorical | 4 |
| Numeric | 10 |
department is highly overall correlated with no_of_workers and 2 other fields | High correlation |
idle_men is highly overall correlated with idle_time | High correlation |
idle_time is highly overall correlated with idle_men | High correlation |
incentive is highly overall correlated with no_of_workers and 3 other fields | High correlation |
no_of_workers is highly overall correlated with department and 4 other fields | High correlation |
over_time is highly overall correlated with department and 4 other fields | High correlation |
smv is highly overall correlated with department and 4 other fields | High correlation |
wip is highly overall correlated with incentive and 3 other fields | High correlation |
no_of_style_change is highly imbalanced (59.3%) | Imbalance |
idle_time is highly skewed (γ1 = 20.23274311) | Skewed |
wip has 495 (42.6%) zeros | Zeros |
over_time has 27 (2.3%) zeros | Zeros |
incentive has 593 (51.1%) zeros | Zeros |
idle_time has 1143 (98.4%) zeros | Zeros |
idle_men has 1143 (98.4%) zeros | Zeros |
Reproduction
| Analysis started | 2024-10-16 15:42:22.414596 |
|---|---|
| Analysis finished | 2024-10-16 15:42:33.719402 |
| Duration | 11.3 seconds |
| Software version | ydata-profiling vv4.9.0 |
| Download configuration | config.json |
date
Date
| Distinct | 59 |
|---|---|
| Distinct (%) | 5.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.2 KiB |
| Minimum | 2015-01-01 00:00:00 |
|---|---|
| Maximum | 2015-03-11 00:00:00 |
Histogram with fixed size bins (bins=50)
quarter
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 73.8 KiB |
| Quarter1 | |
|---|---|
| Quarter2 | |
| Quarter4 | |
| Quarter3 | |
| Quarter5 |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 8 |
| Min length | 8 |
Characters and Unicode
| Total characters | 9288 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Quarter1 |
|---|---|
| 2nd row | Quarter1 |
| 3rd row | Quarter1 |
| 4th row | Quarter1 |
| 5th row | Quarter1 |
Common Values
| Value | Count | Frequency (%) |
| Quarter1 | 348 | |
| Quarter2 | 325 | |
| Quarter4 | 243 | |
| Quarter3 | 204 | |
| Quarter5 | 41 | 3.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| quarter1 | 348 | |
| quarter2 | 325 | |
| quarter4 | 243 | |
| quarter3 | 204 | |
| quarter5 | 41 | 3.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 2322 | |
| Q | 1161 | |
| u | 1161 | |
| a | 1161 | |
| t | 1161 | |
| e | 1161 | |
| 1 | 348 | 3.7% |
| 2 | 325 | 3.5% |
| 4 | 243 | 2.6% |
| 3 | 204 | 2.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 9288 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 2322 | |
| Q | 1161 | |
| u | 1161 | |
| a | 1161 | |
| t | 1161 | |
| e | 1161 | |
| 1 | 348 | 3.7% |
| 2 | 325 | 3.5% |
| 4 | 243 | 2.6% |
| 3 | 204 | 2.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 9288 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 2322 | |
| Q | 1161 | |
| u | 1161 | |
| a | 1161 | |
| t | 1161 | |
| e | 1161 | |
| 1 | 348 | 3.7% |
| 2 | 325 | 3.5% |
| 4 | 243 | 2.6% |
| 3 | 204 | 2.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 9288 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 2322 | |
| Q | 1161 | |
| u | 1161 | |
| a | 1161 | |
| t | 1161 | |
| e | 1161 | |
| 1 | 348 | 3.7% |
| 2 | 325 | 3.5% |
| 4 | 243 | 2.6% |
| 3 | 204 | 2.2% |
department
Categorical
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 73.0 KiB |
| sweing | |
|---|---|
| finishing |
Length
| Max length | 9 |
|---|---|
| Median length | 6 |
| Mean length | 7.2790698 |
| Min length | 6 |
Characters and Unicode
| Total characters | 8451 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | sweing |
|---|---|
| 2nd row | finishing |
| 3rd row | sweing |
| 4th row | sweing |
| 5th row | sweing |
Common Values
| Value | Count | Frequency (%) |
| sweing | 666 | |
| finishing | 495 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| sweing | 666 | |
| finishing | 495 |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 2151 | |
| n | 1656 | |
| s | 1161 | |
| g | 1161 | |
| w | 666 | 7.9% |
| e | 666 | 7.9% |
| f | 495 | 5.9% |
| h | 495 | 5.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 8451 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| i | 2151 | |
| n | 1656 | |
| s | 1161 | |
| g | 1161 | |
| w | 666 | 7.9% |
| e | 666 | 7.9% |
| f | 495 | 5.9% |
| h | 495 | 5.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 8451 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| i | 2151 | |
| n | 1656 | |
| s | 1161 | |
| g | 1161 | |
| w | 666 | 7.9% |
| e | 666 | 7.9% |
| f | 495 | 5.9% |
| h | 495 | 5.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 8451 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| i | 2151 | |
| n | 1656 | |
| s | 1161 | |
| g | 1161 | |
| w | 666 | 7.9% |
| e | 666 | 7.9% |
| f | 495 | 5.9% |
| h | 495 | 5.9% |
day
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 73.1 KiB |
| Wednesday | |
|---|---|
| Sunday | |
| Monday | |
| Tuesday | |
| Thursday |
Length
| Max length | 9 |
|---|---|
| Median length | 8 |
| Mean length | 7.332472 |
| Min length | 6 |
Characters and Unicode
| Total characters | 8513 |
|---|---|
| Distinct characters | 15 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Thursday |
|---|---|
| 2nd row | Thursday |
| 3rd row | Thursday |
| 4th row | Thursday |
| 5th row | Thursday |
Common Values
| Value | Count | Frequency (%) |
| Wednesday | 201 | |
| Sunday | 196 | |
| Monday | 195 | |
| Tuesday | 194 | |
| Thursday | 193 | |
| Saturday | 182 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| wednesday | 201 | |
| sunday | 196 | |
| monday | 195 | |
| tuesday | 194 | |
| thursday | 193 | |
| saturday | 182 |
Most occurring characters
| Value | Count | Frequency (%) |
| d | 1362 | |
| a | 1343 | |
| y | 1161 | |
| u | 765 | |
| e | 596 | |
| n | 592 | |
| s | 588 | |
| T | 387 | 4.5% |
| S | 378 | 4.4% |
| r | 375 | 4.4% |
| Other values (5) | 966 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 8513 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| d | 1362 | |
| a | 1343 | |
| y | 1161 | |
| u | 765 | |
| e | 596 | |
| n | 592 | |
| s | 588 | |
| T | 387 | 4.5% |
| S | 378 | 4.4% |
| r | 375 | 4.4% |
| Other values (5) | 966 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 8513 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| d | 1362 | |
| a | 1343 | |
| y | 1161 | |
| u | 765 | |
| e | 596 | |
| n | 592 | |
| s | 588 | |
| T | 387 | 4.5% |
| S | 378 | 4.4% |
| r | 375 | 4.4% |
| Other values (5) | 966 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 8513 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| d | 1362 | |
| a | 1343 | |
| y | 1161 | |
| u | 765 | |
| e | 596 | |
| n | 592 | |
| s | 588 | |
| T | 387 | 4.5% |
| S | 378 | 4.4% |
| r | 375 | 4.4% |
| Other values (5) | 966 |
team
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.5495263 |
| Minimum | 1 |
|---|---|
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 4 |
| median | 7 |
| Q3 | 9 |
| 95-th percentile | 12 |
| Maximum | 12 |
| Range | 11 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.4252362 |
|---|---|
| Coefficient of variation (CV) | 0.52297465 |
| Kurtosis | -1.1945385 |
| Mean | 6.5495263 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -0.030188704 |
| Sum | 7604 |
| Variance | 11.732243 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 8 | 108 | |
| 9 | 104 | |
| 4 | 103 | |
| 10 | 100 | |
| 12 | 98 | |
| 7 | 96 | |
| 1 | 94 | |
| 6 | 94 | |
| 2 | 94 | |
| 5 | 92 | |
| Other values (2) | 178 |
| Value | Count | Frequency (%) |
| 1 | 94 | |
| 2 | 94 | |
| 3 | 90 | |
| 4 | 103 | |
| 5 | 92 | |
| 6 | 94 | |
| 7 | 96 | |
| 8 | 108 | |
| 9 | 104 | |
| 10 | 100 |
| Value | Count | Frequency (%) |
| 12 | 98 | |
| 11 | 88 | |
| 10 | 100 | |
| 9 | 104 | |
| 8 | 108 | |
| 7 | 96 | |
| 6 | 94 | |
| 5 | 92 | |
| 4 | 103 | |
| 3 | 90 |
targeted_productivity
Real number (ℝ)
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.72796727 |
| Minimum | 0.07 |
|---|---|
| Maximum | 0.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.2 KiB |
Quantile statistics
| Minimum | 0.07 |
|---|---|
| 5-th percentile | 0.5 |
| Q1 | 0.7 |
| median | 0.75 |
| Q3 | 0.8 |
| 95-th percentile | 0.8 |
| Maximum | 0.8 |
| Range | 0.73 |
| Interquartile range (IQR) | 0.1 |
Descriptive statistics
| Standard deviation | 0.098715032 |
|---|---|
| Coefficient of variation (CV) | 0.13560367 |
| Kurtosis | 5.4375308 |
| Mean | 0.72796727 |
| Median Absolute Deviation (MAD) | 0.05 |
| Skewness | -2.1137748 |
| Sum | 845.17 |
| Variance | 0.0097446575 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 0.8 | 511 | |
| 0.7 | 239 | |
| 0.75 | 213 | |
| 0.65 | 62 | 5.3% |
| 0.6 | 57 | 4.9% |
| 0.5 | 49 | 4.2% |
| 0.35 | 27 | 2.3% |
| 0.4 | 2 | 0.2% |
| 0.07 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 0.07 | 1 | 0.1% |
| 0.35 | 27 | 2.3% |
| 0.4 | 2 | 0.2% |
| 0.5 | 49 | 4.2% |
| 0.6 | 57 | 4.9% |
| 0.65 | 62 | 5.3% |
| 0.7 | 239 | |
| 0.75 | 213 | |
| 0.8 | 511 |
| Value | Count | Frequency (%) |
| 0.8 | 511 | |
| 0.75 | 213 | |
| 0.7 | 239 | |
| 0.65 | 62 | 5.3% |
| 0.6 | 57 | 4.9% |
| 0.5 | 49 | 4.2% |
| 0.4 | 2 | 0.2% |
| 0.35 | 27 | 2.3% |
| 0.07 | 1 | 0.1% |
smv
Real number (ℝ)
HIGH CORRELATION
| Distinct | 70 |
|---|---|
| Distinct (%) | 6.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.005392 |
| Minimum | 2.9 |
|---|---|
| Maximum | 54.56 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.2 KiB |
Quantile statistics
| Minimum | 2.9 |
|---|---|
| 5-th percentile | 2.9 |
| Q1 | 3.94 |
| median | 15.26 |
| Q3 | 24.26 |
| 95-th percentile | 30.1 |
| Maximum | 54.56 |
| Range | 51.66 |
| Interquartile range (IQR) | 20.32 |
Descriptive statistics
| Standard deviation | 11.004686 |
|---|---|
| Coefficient of variation (CV) | 0.7333821 |
| Kurtosis | -0.78266506 |
| Mean | 15.005392 |
| Median Absolute Deviation (MAD) | 11.11 |
| Skewness | 0.42984749 |
| Sum | 17421.26 |
| Variance | 121.10311 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3.94 | 186 | |
| 2.9 | 108 | 9.3% |
| 22.52 | 80 | 6.9% |
| 30.1 | 79 | 6.8% |
| 4.15 | 72 | 6.2% |
| 18.79 | 50 | 4.3% |
| 4.6 | 46 | 4.0% |
| 15.26 | 44 | 3.8% |
| 25.9 | 32 | 2.8% |
| 11.61 | 31 | 2.7% |
| Other values (60) | 433 |
| Value | Count | Frequency (%) |
| 2.9 | 108 | |
| 3.9 | 20 | 1.7% |
| 3.94 | 186 | |
| 4.08 | 20 | 1.7% |
| 4.15 | 72 | 6.2% |
| 4.3 | 17 | 1.5% |
| 4.6 | 46 | 4.0% |
| 5.13 | 26 | 2.2% |
| 10.05 | 6 | 0.5% |
| 11.41 | 30 | 2.6% |
| Value | Count | Frequency (%) |
| 54.56 | 1 | |
| 51.02 | 1 | |
| 50.89 | 1 | |
| 50.48 | 2 | |
| 49.1 | 1 | |
| 48.84 | 2 | |
| 48.68 | 1 | |
| 48.18 | 1 | |
| 45.67 | 1 | |
| 42.97 | 2 |
wip
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 532 |
|---|---|
| Distinct (%) | 45.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 665.41171 |
| Minimum | 0 |
|---|---|
| Maximum | 23122 |
| Zeros | 495 |
| Zeros (%) | 42.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 562 |
| Q3 | 1070 |
| 95-th percentile | 1495 |
| Maximum | 23122 |
| Range | 23122 |
| Interquartile range (IQR) | 1070 |
Descriptive statistics
| Standard deviation | 1457.2671 |
|---|---|
| Coefficient of variation (CV) | 2.1900232 |
| Kurtosis | 158.13561 |
| Mean | 665.41171 |
| Median Absolute Deviation (MAD) | 562 |
| Skewness | 11.420898 |
| Sum | 772543 |
| Variance | 2123627.4 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 495 | |
| 1039 | 5 | 0.4% |
| 1282 | 4 | 0.3% |
| 1108 | 3 | 0.3% |
| 913 | 3 | 0.3% |
| 1086 | 3 | 0.3% |
| 1448 | 3 | 0.3% |
| 1140 | 3 | 0.3% |
| 1144 | 3 | 0.3% |
| 1079 | 3 | 0.3% |
| Other values (522) | 636 |
| Value | Count | Frequency (%) |
| 0 | 495 | |
| 7 | 1 | 0.1% |
| 10 | 1 | 0.1% |
| 11 | 1 | 0.1% |
| 12 | 1 | 0.1% |
| 13 | 1 | 0.1% |
| 14 | 1 | 0.1% |
| 15 | 1 | 0.1% |
| 29 | 1 | 0.1% |
| 30 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 23122 | 1 | |
| 21540 | 1 | |
| 21385 | 1 | |
| 21266 | 1 | |
| 12261 | 1 | |
| 9792 | 1 | |
| 8992 | 1 | |
| 2984 | 1 | |
| 2698 | 1 | |
| 2120 | 1 |
over_time
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 143 |
|---|---|
| Distinct (%) | 12.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4572.2911 |
| Minimum | 0 |
|---|---|
| Maximum | 25920 |
| Zeros | 27 |
| Zeros (%) | 2.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 960 |
| Q1 | 1440 |
| median | 3960 |
| Q3 | 6960 |
| 95-th percentile | 10440 |
| Maximum | 25920 |
| Range | 25920 |
| Interquartile range (IQR) | 5520 |
Descriptive statistics
| Standard deviation | 3363.5904 |
|---|---|
| Coefficient of variation (CV) | 0.73564659 |
| Kurtosis | 0.44311872 |
| Mean | 4572.2911 |
| Median Absolute Deviation (MAD) | 2760 |
| Skewness | 0.69090782 |
| Sum | 5308430 |
| Variance | 11313740 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 960 | 126 | 10.9% |
| 1440 | 110 | 9.5% |
| 6960 | 60 | 5.2% |
| 1200 | 39 | 3.4% |
| 6840 | 37 | 3.2% |
| 10170 | 36 | 3.1% |
| 1800 | 35 | 3.0% |
| 3360 | 30 | 2.6% |
| 4080 | 30 | 2.6% |
| 7080 | 28 | 2.4% |
| Other values (133) | 630 |
| Value | Count | Frequency (%) |
| 0 | 27 | 2.3% |
| 120 | 1 | 0.1% |
| 240 | 6 | 0.5% |
| 360 | 2 | 0.2% |
| 480 | 1 | 0.1% |
| 600 | 4 | 0.3% |
| 720 | 4 | 0.3% |
| 840 | 2 | 0.2% |
| 900 | 2 | 0.2% |
| 960 | 126 |
| Value | Count | Frequency (%) |
| 25920 | 1 | 0.1% |
| 15120 | 1 | 0.1% |
| 15000 | 2 | 0.2% |
| 14640 | 1 | 0.1% |
| 13800 | 1 | 0.1% |
| 12600 | 1 | 0.1% |
| 12180 | 1 | 0.1% |
| 12000 | 1 | 0.1% |
| 10770 | 1 | 0.1% |
| 10620 | 22 |
incentive
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 46 |
|---|---|
| Distinct (%) | 4.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 36.981051 |
| Minimum | 0 |
|---|---|
| Maximum | 3600 |
| Zeros | 593 |
| Zeros (%) | 51.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 50 |
| 95-th percentile | 75 |
| Maximum | 3600 |
| Range | 3600 |
| Interquartile range (IQR) | 50 |
Descriptive statistics
| Standard deviation | 162.23455 |
|---|---|
| Coefficient of variation (CV) | 4.3869642 |
| Kurtosis | 293.46956 |
| Mean | 36.981051 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 15.692423 |
| Sum | 42935 |
| Variance | 26320.048 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=46)
| Value | Count | Frequency (%) |
| 0 | 593 | |
| 50 | 113 | 9.7% |
| 63 | 61 | 5.3% |
| 45 | 54 | 4.7% |
| 30 | 52 | 4.5% |
| 23 | 38 | 3.3% |
| 38 | 29 | 2.5% |
| 60 | 28 | 2.4% |
| 40 | 27 | 2.3% |
| 75 | 24 | 2.1% |
| Other values (36) | 142 | 12.2% |
| Value | Count | Frequency (%) |
| 0 | 593 | |
| 21 | 1 | 0.1% |
| 23 | 38 | 3.3% |
| 24 | 2 | 0.2% |
| 25 | 1 | 0.1% |
| 26 | 9 | 0.8% |
| 27 | 2 | 0.2% |
| 29 | 1 | 0.1% |
| 30 | 52 | 4.5% |
| 32 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 3600 | 1 | 0.1% |
| 2880 | 1 | 0.1% |
| 1440 | 1 | 0.1% |
| 1200 | 1 | 0.1% |
| 1080 | 1 | 0.1% |
| 960 | 5 | |
| 113 | 2 | 0.2% |
| 100 | 6 | |
| 98 | 1 | 0.1% |
| 94 | 4 |
idle_time
Real number (ℝ)
HIGH CORRELATION SKEWED ZEROS
| Distinct | 12 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.75279931 |
| Minimum | 0 |
|---|---|
| Maximum | 300 |
| Zeros | 1143 |
| Zeros (%) | 98.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 300 |
| Range | 300 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 12.904809 |
|---|---|
| Coefficient of variation (CV) | 17.142429 |
| Kurtosis | 429.23721 |
| Mean | 0.75279931 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 20.232743 |
| Sum | 874 |
| Variance | 166.5341 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 0 | 1143 | |
| 3.5 | 3 | 0.3% |
| 2 | 2 | 0.2% |
| 5 | 2 | 0.2% |
| 8 | 2 | 0.2% |
| 4.5 | 2 | 0.2% |
| 4 | 2 | 0.2% |
| 90 | 1 | 0.1% |
| 150 | 1 | 0.1% |
| 270 | 1 | 0.1% |
| Other values (2) | 2 | 0.2% |
| Value | Count | Frequency (%) |
| 0 | 1143 | |
| 2 | 2 | 0.2% |
| 3.5 | 3 | 0.3% |
| 4 | 2 | 0.2% |
| 4.5 | 2 | 0.2% |
| 5 | 2 | 0.2% |
| 6.5 | 1 | 0.1% |
| 8 | 2 | 0.2% |
| 90 | 1 | 0.1% |
| 150 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 300 | 1 | 0.1% |
| 270 | 1 | 0.1% |
| 150 | 1 | 0.1% |
| 90 | 1 | 0.1% |
| 8 | 2 | |
| 6.5 | 1 | 0.1% |
| 5 | 2 | |
| 4.5 | 2 | |
| 4 | 2 | |
| 3.5 | 3 |
idle_men
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.38070629 |
| Minimum | 0 |
|---|---|
| Maximum | 45 |
| Zeros | 1143 |
| Zeros (%) | 98.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 45 |
| Range | 45 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 3.3186682 |
|---|---|
| Coefficient of variation (CV) | 8.7171352 |
| Kurtosis | 99.735925 |
| Mean | 0.38070629 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 9.7015714 |
| Sum | 442 |
| Variance | 11.013558 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 0 | 1143 | |
| 10 | 3 | 0.3% |
| 15 | 3 | 0.3% |
| 30 | 3 | 0.3% |
| 20 | 3 | 0.3% |
| 35 | 2 | 0.2% |
| 45 | 1 | 0.1% |
| 37 | 1 | 0.1% |
| 25 | 1 | 0.1% |
| 40 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1143 | |
| 10 | 3 | 0.3% |
| 15 | 3 | 0.3% |
| 20 | 3 | 0.3% |
| 25 | 1 | 0.1% |
| 30 | 3 | 0.3% |
| 35 | 2 | 0.2% |
| 37 | 1 | 0.1% |
| 40 | 1 | 0.1% |
| 45 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 45 | 1 | 0.1% |
| 40 | 1 | 0.1% |
| 37 | 1 | 0.1% |
| 35 | 2 | 0.2% |
| 30 | 3 | 0.3% |
| 25 | 1 | 0.1% |
| 20 | 3 | 0.3% |
| 15 | 3 | 0.3% |
| 10 | 3 | 0.3% |
| 0 | 1143 |
no_of_style_change
Categorical
IMBALANCE
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 65.9 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | 33 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1161 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1014 | |
| 1 | 114 | 9.8% |
| 2 | 33 | 2.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1014 | |
| 1 | 114 | 9.8% |
| 2 | 33 | 2.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1014 | |
| 1 | 114 | 9.8% |
| 2 | 33 | 2.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1161 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1014 | |
| 1 | 114 | 9.8% |
| 2 | 33 | 2.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1161 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1014 | |
| 1 | 114 | 9.8% |
| 2 | 33 | 2.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1161 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1014 | |
| 1 | 114 | 9.8% |
| 2 | 33 | 2.8% |
no_of_workers
Real number (ℝ)
HIGH CORRELATION
| Distinct | 61 |
|---|---|
| Distinct (%) | 5.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 34.32472 |
| Minimum | 2 |
|---|---|
| Maximum | 89 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.2 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 8 |
| Q1 | 9 |
| median | 34 |
| Q3 | 57 |
| 95-th percentile | 59 |
| Maximum | 89 |
| Range | 87 |
| Interquartile range (IQR) | 48 |
Descriptive statistics
| Standard deviation | 22.184086 |
|---|---|
| Coefficient of variation (CV) | 0.64630058 |
| Kurtosis | -1.7882474 |
| Mean | 34.32472 |
| Median Absolute Deviation (MAD) | 24 |
| Skewness | -0.089649493 |
| Sum | 39851 |
| Variance | 492.13369 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 8 | 258 | |
| 58 | 112 | 9.6% |
| 57 | 96 | 8.3% |
| 59 | 75 | 6.5% |
| 10 | 59 | 5.1% |
| 56.5 | 53 | 4.6% |
| 56 | 49 | 4.2% |
| 34 | 43 | 3.7% |
| 9 | 41 | 3.5% |
| 12 | 37 | 3.2% |
| Other values (51) | 338 |
| Value | Count | Frequency (%) |
| 2 | 6 | 0.5% |
| 4 | 1 | 0.1% |
| 5 | 3 | 0.3% |
| 6 | 1 | 0.1% |
| 7 | 3 | 0.3% |
| 8 | 258 | |
| 9 | 41 | 3.5% |
| 10 | 59 | 5.1% |
| 11 | 1 | 0.1% |
| 12 | 37 | 3.2% |
| Value | Count | Frequency (%) |
| 89 | 1 | 0.1% |
| 60 | 7 | 0.6% |
| 59.5 | 5 | 0.4% |
| 59 | 75 | |
| 58.5 | 19 | 1.6% |
| 58 | 112 | |
| 57.5 | 18 | 1.6% |
| 57 | 96 | |
| 56.5 | 53 | |
| 56 | 49 |
actual_productivity
Real number (ℝ)
| Distinct | 857 |
|---|---|
| Distinct (%) | 73.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.72624401 |
| Minimum | 0.23370548 |
|---|---|
| Maximum | 1.02 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.2 KiB |
Quantile statistics
| Minimum | 0.23370548 |
|---|---|
| 5-th percentile | 0.35444444 |
| Q1 | 0.65006644 |
| median | 0.75516667 |
| Q3 | 0.84545833 |
| 95-th percentile | 0.95515151 |
| Maximum | 1.02 |
| Range | 0.78629452 |
| Interquartile range (IQR) | 0.19539189 |
Descriptive statistics
| Standard deviation | 0.16955038 |
|---|---|
| Coefficient of variation (CV) | 0.233462 |
| Kurtosis | 0.37360177 |
| Mean | 0.72624401 |
| Median Absolute Deviation (MAD) | 0.095057109 |
| Skewness | -0.90595673 |
| Sum | 843.16929 |
| Variance | 0.028747331 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.800401961 | 24 | 2.1% |
| 0.971866667 | 12 | 1.0% |
| 0.850136766 | 12 | 1.0% |
| 0.75065101 | 11 | 0.9% |
| 0.850502311 | 11 | 0.9% |
| 0.750395513 | 8 | 0.7% |
| 0.800128721 | 8 | 0.7% |
| 0.8 | 7 | 0.6% |
| 0.858143939 | 7 | 0.6% |
| 0.800117103 | 7 | 0.6% |
| Other values (847) | 1054 |
| Value | Count | Frequency (%) |
| 0.233705476 | 1 | |
| 0.235795455 | 1 | |
| 0.238041667 | 1 | |
| 0.24625 | 1 | |
| 0.247316017 | 1 | |
| 0.249416667 | 1 | |
| 0.251399254 | 1 | |
| 0.2565 | 1 | |
| 0.258 | 1 | |
| 0.259375 | 1 |
| Value | Count | Frequency (%) |
| 1.02 | 1 | 0.1% |
| 0.999995238 | 3 | |
| 0.999924242 | 1 | 0.1% |
| 0.999533333 | 1 | 0.1% |
| 0.997792208 | 1 | 0.1% |
| 0.99485 | 1 | 0.1% |
| 0.994375 | 1 | 0.1% |
| 0.994270833 | 1 | 0.1% |
| 0.9918 | 1 | 0.1% |
| 0.991388889 | 1 | 0.1% |
| actual_productivity | day | department | idle_men | idle_time | incentive | no_of_style_change | no_of_workers | over_time | quarter | smv | targeted_productivity | team | wip | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| actual_productivity | 1.000 | 0.022 | 0.391 | -0.148 | -0.148 | 0.184 | 0.199 | -0.061 | -0.079 | 0.128 | -0.138 | 0.439 | -0.110 | -0.100 |
| day | 0.022 | 1.000 | 0.000 | 0.000 | 0.008 | 0.080 | 0.000 | 0.000 | 0.028 | 0.137 | 0.000 | 0.044 | 0.000 | 0.059 |
| department | 0.391 | 0.000 | 1.000 | 0.069 | 0.000 | 0.091 | 0.326 | 0.993 | 0.774 | 0.000 | 0.997 | 0.057 | 0.053 | 0.039 |
| idle_men | -0.148 | 0.000 | 0.069 | 1.000 | 1.000 | -0.052 | 0.179 | 0.138 | -0.018 | 0.032 | 0.139 | -0.057 | 0.018 | 0.010 |
| idle_time | -0.148 | 0.008 | 0.000 | 1.000 | 1.000 | -0.052 | 0.000 | 0.138 | -0.018 | 0.000 | 0.139 | -0.058 | 0.017 | 0.009 |
| incentive | 0.184 | 0.080 | 0.091 | -0.052 | -0.052 | 1.000 | 0.000 | 0.650 | 0.549 | 0.046 | 0.599 | 0.180 | 0.031 | 0.728 |
| no_of_style_change | 0.199 | 0.000 | 0.326 | 0.179 | 0.000 | 0.000 | 1.000 | 0.356 | 0.225 | 0.189 | 0.424 | 0.184 | 0.153 | 0.000 |
| no_of_workers | -0.061 | 0.000 | 0.993 | 0.138 | 0.138 | 0.650 | 0.356 | 1.000 | 0.752 | 0.033 | 0.892 | -0.070 | -0.103 | 0.753 |
| over_time | -0.079 | 0.028 | 0.774 | -0.018 | -0.018 | 0.549 | 0.225 | 0.752 | 1.000 | 0.123 | 0.704 | -0.079 | -0.107 | 0.674 |
| quarter | 0.128 | 0.137 | 0.000 | 0.032 | 0.000 | 0.046 | 0.189 | 0.033 | 0.123 | 1.000 | 0.130 | 0.105 | 0.000 | 0.016 |
| smv | -0.138 | 0.000 | 0.997 | 0.139 | 0.139 | 0.599 | 0.424 | 0.892 | 0.704 | 0.130 | 1.000 | -0.104 | -0.103 | 0.738 |
| targeted_productivity | 0.439 | 0.044 | 0.057 | -0.057 | -0.058 | 0.180 | 0.184 | -0.070 | -0.079 | 0.105 | -0.104 | 1.000 | 0.072 | -0.098 |
| team | -0.110 | 0.000 | 0.053 | 0.018 | 0.017 | 0.031 | 0.153 | -0.103 | -0.107 | 0.000 | -0.103 | 0.072 | 1.000 | 0.057 |
| wip | -0.100 | 0.059 | 0.039 | 0.010 | 0.009 | 0.728 | 0.000 | 0.753 | 0.674 | 0.016 | 0.738 | -0.098 | 0.057 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| date | quarter | department | day | team | targeted_productivity | smv | wip | over_time | incentive | idle_time | idle_men | no_of_style_change | no_of_workers | actual_productivity | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1/01/2015 | Quarter1 | sweing | Thursday | 8 | 0.80 | 26.16 | 1108.0 | 7080 | 98 | 0.0 | 0 | 0 | 59.0 | 0.940725 |
| 1 | 1/01/2015 | Quarter1 | finishing | Thursday | 1 | 0.75 | 3.94 | 0.0 | 960 | 0 | 0.0 | 0 | 0 | 8.0 | 0.886500 |
| 2 | 1/01/2015 | Quarter1 | sweing | Thursday | 11 | 0.80 | 11.41 | 968.0 | 3660 | 50 | 0.0 | 0 | 0 | 30.5 | 0.800570 |
| 3 | 1/01/2015 | Quarter1 | sweing | Thursday | 12 | 0.80 | 11.41 | 968.0 | 3660 | 50 | 0.0 | 0 | 0 | 30.5 | 0.800570 |
| 4 | 1/01/2015 | Quarter1 | sweing | Thursday | 6 | 0.80 | 25.90 | 1170.0 | 1920 | 50 | 0.0 | 0 | 0 | 56.0 | 0.800382 |
| 5 | 1/01/2015 | Quarter1 | sweing | Thursday | 7 | 0.80 | 25.90 | 984.0 | 6720 | 38 | 0.0 | 0 | 0 | 56.0 | 0.800125 |
| 6 | 1/01/2015 | Quarter1 | finishing | Thursday | 2 | 0.75 | 3.94 | 0.0 | 960 | 0 | 0.0 | 0 | 0 | 8.0 | 0.755167 |
| 7 | 1/01/2015 | Quarter1 | sweing | Thursday | 3 | 0.75 | 28.08 | 795.0 | 6900 | 45 | 0.0 | 0 | 0 | 57.5 | 0.753683 |
| 8 | 1/01/2015 | Quarter1 | sweing | Thursday | 2 | 0.75 | 19.87 | 733.0 | 6000 | 34 | 0.0 | 0 | 0 | 55.0 | 0.753098 |
| 9 | 1/01/2015 | Quarter1 | sweing | Thursday | 1 | 0.75 | 28.08 | 681.0 | 6900 | 45 | 0.0 | 0 | 0 | 57.5 | 0.750428 |
| date | quarter | department | day | team | targeted_productivity | smv | wip | over_time | incentive | idle_time | idle_men | no_of_style_change | no_of_workers | actual_productivity | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1151 | 3/11/2015 | Quarter2 | sweing | Wednesday | 4 | 0.75 | 26.82 | 1054.0 | 7080 | 45 | 0.0 | 0 | 0 | 59.0 | 0.750051 |
| 1152 | 3/11/2015 | Quarter2 | sweing | Wednesday | 5 | 0.70 | 26.82 | 992.0 | 6960 | 30 | 0.0 | 0 | 1 | 58.0 | 0.700557 |
| 1153 | 3/11/2015 | Quarter2 | sweing | Wednesday | 8 | 0.70 | 30.48 | 914.0 | 6840 | 30 | 0.0 | 0 | 1 | 57.0 | 0.700505 |
| 1154 | 3/11/2015 | Quarter2 | sweing | Wednesday | 6 | 0.70 | 23.41 | 1128.0 | 4560 | 40 | 0.0 | 0 | 1 | 38.0 | 0.700246 |
| 1155 | 3/11/2015 | Quarter2 | sweing | Wednesday | 7 | 0.65 | 30.48 | 935.0 | 6840 | 26 | 0.0 | 0 | 1 | 57.0 | 0.650596 |
| 1156 | 3/11/2015 | Quarter2 | finishing | Wednesday | 10 | 0.75 | 2.90 | 0.0 | 960 | 0 | 0.0 | 0 | 0 | 8.0 | 0.628333 |
| 1157 | 3/11/2015 | Quarter2 | finishing | Wednesday | 8 | 0.70 | 3.90 | 0.0 | 960 | 0 | 0.0 | 0 | 0 | 8.0 | 0.625625 |
| 1158 | 3/11/2015 | Quarter2 | finishing | Wednesday | 7 | 0.65 | 3.90 | 0.0 | 960 | 0 | 0.0 | 0 | 0 | 8.0 | 0.625625 |
| 1159 | 3/11/2015 | Quarter2 | finishing | Wednesday | 9 | 0.75 | 2.90 | 0.0 | 1800 | 0 | 0.0 | 0 | 0 | 15.0 | 0.505889 |
| 1160 | 3/11/2015 | Quarter2 | finishing | Wednesday | 6 | 0.70 | 2.90 | 0.0 | 720 | 0 | 0.0 | 0 | 0 | 6.0 | 0.394722 |